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If a GenLayer oracle result looks wrong or differs between executions, first determine whether the mismatch is in deterministic contract execution or in a non-deterministic result such as web content or an LLM response. GenLayer does not require every validator to produce identical raw non-deterministic output; the contract’s Equivalence Principle rule determines how validators assess the leader’s proposal. Deterministic state transitions, by contrast, must be reproduced exactly.
Why are my oracle results different?
Validators may observe different live web pages, time-sensitive API responses, rendered content, or LLM outputs. GenLayer’s consensus process is designed to evaluate such proposals rather than assume their raw outputs will always match. The official documentation puts it plainly: “A non-deterministic operation can return different raw output when two validators run it.” GenLayer: Non-deterministic operations
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That does not mean all differences are acceptable. Your contract defines what counts as equivalent through its Equivalence Principle validation rule. Separately, deterministic computation must reproduce the leader’s state transition exactly from the same inputs and accepted non-deterministic values. GenLayer: Optimistic Democracy
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Deterministic execution mismatch
Check whether validators can reproduce the leader’s deterministic state transition using the same inputs and accepted non-deterministic values. The protocol expects exact reproduction. A demonstrated mismatch here is different from validators applying different judgments to a subjective or variable result. GenLayer: Optimistic Democracy
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Different non-deterministic outputs
Inspect the contract’s validation rule. It may rerun the source or LLM task and compare stable decision fields, test the proposal against objective constraints, or use another LLM judgment. The right approach depends on what “correct” means for your application; strict equality is appropriate only when validators can reliably regenerate the same normalized output. GenLayer: The Equivalence Principle
A weak validation rule
A rule that checks only whether output is non-empty, correctly formatted, or drawn from an allowed set has not established that its substance is true. Validation should draw on evidence beyond the leader’s own answer—for example, independently fetched source data and explicit criteria. GenLayer’s guidance is direct: “Never treat the leader’s result as trusted input.” GenLayer: The Equivalence Principle
How validators handle non-deterministic AI results
The leader proposes an outcome, and validators assess it under the contract’s rule. The rule should match the task rather than assume raw model output will be identical. Useful approaches include comparing stable fields across independent reruns, checking objective requirements against independent source data, or using a comparative LLM judgment. The leader’s output alone is not independent evidence. GenLayer: The Equivalence Principle
Design the rule around three questions:
- Can the result be reproduced? If validators can regenerate the same normalized output, strict equality may fit. If not, define a custom equivalence test.
- What evidence establishes correctness? Specify independent sources, stable fields, or objective constraints that validators can check.
- What variation or failure is acceptable? Set field-level or numeric tolerances where relevant, and define how missing sources, timeouts, malformed data, and adversarial content affect acceptance.
For resilience, handle unavailable sources and malformed responses explicitly, validate objective properties before subjective LLM review, and avoid allowing adversarial content from a source to silently redefine the validation criteria. GenLayer: Non-deterministic operations GenLayer: The Equivalence Principle
Read the transaction outcome accurately
Check the transaction’s lifecycle or receipt before concluding that an oracle returned a false value. The outcome describes what happened in the consensus process; it is not, by itself, proof that the proposed content was factually correct or incorrect. GenLayer: Optimistic Democracy
- Accepted: The required majority accepted the proposed outcome. An Accepted receipt can still contain a contract error if validators agreed that the error was the correct result.
- ValidatorsTimeout: A majority reported that validation could not finish within its allowance. This is not proof of a false oracle value.
- LeaderTimeout: The leader could not produce a proposal within its allowance. This is not proof of a false oracle value.
- Undetermined: The round failed to reach consensus and no funded rotation remained. This does not establish that one side’s result was false.
Choose the right retry or appeal route
These mechanisms address different situations. A retry is part of execution when funding allows another round; appeals challenge or restart a decision through distinct paths. GenLayer: How GenLayer works
Retry within the funded execution budget
If validators disagree and the transaction still has funded execution budget for another attempt, the protocol can rotate the leader and begin another proposal round. A retry is therefore conditional on available transaction funding, not an unlimited remedy. GenLayer: How GenLayer works
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During an eligible appeal window, a validator appeal asks fresh validators to re-evaluate the existing proposal. Anyone can challenge by posting the required bond. GenLayer: Optimistic Democracy
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Leader appeal after an unresolved outcome
A leader appeal starts another proposal round after an Undetermined or LeaderTimeout outcome. It is not the same as asking fresh validators to reconsider the existing proposal; the required bond and appeal window apply. GenLayer: How GenLayer works
Finalization after the appeal path
Decided transactions enter an appeal window. If no valid appeal remains, anyone can finalize the transaction. GenLayer: How GenLayer works
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.What to collect when a specific transaction still looks wrong
Protocol rules explain how a result can be judged, but they do not reveal the state or validation logic of a particular transaction. To investigate one, you need its receipt and lifecycle, the contract code and selected equivalence rule, and the deployment or network context. No individual transaction state can be inferred from the protocol definitions alone.
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